{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X:\\share\\image\\lfw_classfiy_image_equel1_gener\\Abdullah_Gul\\Abdullah_Gul_0001.png\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a433711358>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from pathlib import Path\n",
    "import os\n",
    "import keras\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "import matplotlib.pyplot as plt \n",
    "import cv2 as cv\n",
    "import random\n",
    "src_path=r\"X:\\share\\image\\lfw_classfiy_image_equel1_gener\"\n",
    "dst_path=r\"X:\\share\\image\\lfw_classfiy_image_equel1_gener\\Abdullah_Gul\"\n",
    "\n",
    "\n",
    "#coding:utf-8\n",
    "from keras.preprocessing.image import ImageDataGenerator,load_img,img_to_array\n",
    "from PIL import Image,ImageEnhance\n",
    "#定义图片生成器\n",
    "\n",
    " \n",
    "imgfile=Path(src_path).rglob(\"*.png\").__next__()\n",
    "print(imgfile)\n",
    "img=load_img(imgfile)\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#改变亮度\n",
    "def brigth(img,save_path,param=1):\n",
    "    #print(save_path)\n",
    "    enhancer = ImageEnhance.Brightness(img)  \n",
    "    with open(save_path+\"/brigth.jpg\",\"wb\") as f:\n",
    "        enhancer.enhance(param).save(f)\n",
    "    img=load_img(save_path+\"/brigth.jpg\")\n",
    "    #plt.imshow(img)\n",
    "    x = img_to_array(img,data_format=\"channels_last\")    \n",
    "    x=x.reshape((1,) + x.shape)\n",
    "    return x\n",
    "# plist=( img, dst_path,random.uniform(0.5,1.5) )\n",
    "# print(plist)\n",
    "# brigth(*plist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#改变颜色\n",
    "def color(img,save_path,param=1):\n",
    "    enhancer = ImageEnhance.Color(img)  \n",
    "    with open(save_path+\"/color.jpg\",\"wb\") as f:\n",
    "        enhancer.enhance(param).save(f)\n",
    "    img=load_img(save_path+\"/color.jpg\")\n",
    "    x = img_to_array(img,data_format=\"channels_last\")    \n",
    "    x=x.reshape((1,) + x.shape)\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 改变通道\n",
    "\n",
    "# nimg=Image.open(imgfile)\n",
    "# r,g,b=nimg.split()\n",
    "# mg0 = Image.merge('RGB',(r,b,g))\n",
    "# mg0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "x = img_to_array(img,data_format=\"channels_last\")   #图片转化成array类型,因flow()接收numpy数组为参数\n",
    "x=x.reshape((1,) + x.shape)     #要求为4维\n",
    "# 旋转与翻转\n",
    "data_gen = ImageDataGenerator(rotation_range=5,\n",
    "                              width_shift_range=0,\n",
    "                              height_shift_range=0,\n",
    "                              horizontal_flip=True,\n",
    "                              vertical_flip=False,cval=0,\n",
    "                              fill_mode='constant',\n",
    "                              )\n",
    "\n",
    "for i in range(3):\n",
    "    plist=( img, dst_path,random.uniform(0.5,1.5) )\n",
    "    pmap={\"save_to_dir\":dst_path,\"save_prefix\":'flower',\"save_format\":'jpg'}\n",
    "    data_gen.flow(x,**pmap).__next__()\n",
    "    \n",
    "    data_gen.flow(color(*plist), **pmap).__next__()\n",
    "     \n",
    "    data_gen.flow(brigth(*plist), **pmap).__next__()\n",
    "     \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X:\\share\\image\\lfw_classfiy_image_equel1_gener\\Abdullah_Gul\\flower_0_7156.jpg\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file=Path(dst_path).glob(\"*.jpg\").__next__()\n",
    "print(file)\n",
    "img=plt.imread(file)\n",
    "plt.imshow(img)\n",
    "os.remove(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X:\\share\\image\\lfw_classfiy_image_equel1_gener\\Abdullah_Gul\\Abdullah_Gul_0001.png\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n",
      "(1, 160, 160, 3)\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "import matplotlib.pyplot as plt \n",
    "src_path=r\"X:\\share\\image\\lfw_classfiy_image_equel1_gener\"\n",
    "dst_path=r\"X:\\share\\image\\lfw_classfiy_image_equel1_gener\\Abdullah_Gul\\1\"\n",
    "\n",
    "\n",
    "#coding:utf-8\n",
    "from keras.preprocessing.image import ImageDataGenerator,load_img,img_to_array\n",
    " \n",
    "#定义图片生成器\n",
    "data_gen = ImageDataGenerator(rotation_range=40,\n",
    "                              width_shift_range=0.2,\n",
    "                              height_shift_range=0.2,\n",
    "                              horizontal_flip=True,\n",
    "                              vertical_flip=True,\n",
    "                              fill_mode='nearest',\n",
    "                              data_format='channels_last')\n",
    " \n",
    "imgfile=Path(src_path).rglob(\"*.png\").__next__()\n",
    "print(imgfile)\n",
    "img=load_img(imgfile)\n",
    "\n",
    "x = img_to_array(img,data_format=\"channels_last\")   #图片转化成array类型,因flow()接收numpy数组为参数\n",
    "x=x.reshape((1,) + x.shape)     #要求为4维\n",
    " \n",
    "#使用for循环迭代,生成图片\n",
    "i = 0\n",
    "for batch in data_gen.flow(x,batch_size=1,\n",
    "                           save_to_dir=dst_path,\n",
    "                           save_prefix='flower',\n",
    "                           save_format='jpg'):\n",
    "    print (batch.shape)\n",
    "    i += 1\n",
    "    if i>1:\n",
    "        break\n",
    "        \n",
    "# #使用next()迭代,生成图片\n",
    "# next(data_gen.flow(x,batch_size=2,\n",
    "#                    save_to_dir=dst_path,\n",
    "#                    save_prefix='next_gen',\n",
    "#                    save_format='jpg'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 143 images belonging to 143 classes.\n"
     ]
    }
   ],
   "source": [
    "from keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img\n",
    "import numpy as np\n",
    "datagen = ImageDataGenerator(\n",
    "        rotation_range=40,\n",
    "        width_shift_range=0.2,\n",
    "        height_shift_range=0.2,\n",
    "        shear_range=0.2,\n",
    "        zoom_range=0.2,\n",
    "        horizontal_flip=True,\n",
    "        fill_mode='constant')\n",
    "# 路径存储\n",
    "gener=datagen.flow_from_directory(src_path,\n",
    "                                         batch_size=2,\n",
    "                                         shuffle=False,\n",
    "                                         save_to_dir=dst_path,\n",
    "                                         save_prefix='trans_',\n",
    "                                         save_format='jpg')\n",
    "for i in range(3):\n",
    "    gener.next()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 输出变换后的图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'2': [3, 3], '3': 'd'}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "from keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img\n",
    "import numpy as np\n",
    "datagen = ImageDataGenerator(\n",
    "        rotation_range=5,\n",
    "\n",
    "        zoom_range=0.01,\n",
    "        horizontal_flip=True,\n",
    "        fill_mode='nearest')\n",
    "# 路径存储\n",
    "gener=datagen.flow_from_directory(src_path,\n",
    "                                         batch_size=2,\n",
    "                                         shuffle=False,\n",
    "                                         save_to_dir=dst_path,\n",
    "                                         save_prefix='trans_',\n",
    "                                         save_format='jpg')\n",
    "for i in range(3):\n",
    "    gener.next()\n",
    "    "
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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   "toc_position": {},
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   "toc_window_display": false
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